arXiv Artificial IntelligenceAgenTRIM: Tool Risk Mitigation for Agentic AI
arXiv:2601.12449v2 Announce Type: replace-cross Abstract: AI agents are autonomous systems that combine LLMs…
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arXiv Artificial IntelligencearXiv Artificial IntelligenceTo Retrieve or To Think? Cross-Boundary Context Evolution for Multi-hop Complex Reasoning
arXiv:2601.08747v3 Announce Type: replace-cross Abstract: Current context augmentation methods, such as…
arXiv Artificial IntelligenceTriggering Chain-of-Thought via Latent Feature Interventions in Large Language Models
arXiv:2601.08058v2 Announce Type: replace-cross Abstract: Chain-of-Thought (CoT) prompting often improves the…
arXiv Artificial IntelligenceKinship Data Benchmark for Multi-hop Reasoning
arXiv:2601.07794v2 Announce Type: replace-cross Abstract: Large language models (LLMs) are increasingly…
arXiv Artificial IntelligenceDo Language Models Reason Across Languages?
arXiv:2601.06644v2 Announce Type: replace-cross Abstract: The real-world information sources are inherently…
arXiv Artificial IntelligenceFastSLM: Hierarchical Temporal Abstraction for Efficient Long-Form Speech Adaptation
arXiv:2601.06199v5 Announce Type: replace-cross Abstract: Scaling Multimodal Large Language Models (MLLMs) to…
arXiv Artificial IntelligenceAdaFuse: Adaptive Ensemble Decoding with Test-Time Scaling for LLMs
arXiv:2601.06022v2 Announce Type: replace-cross Abstract: Large language models (LLMs) exhibit complementary…
arXiv Artificial IntelligenceEpiQAL: Benchmarking Large Language Models in Epidemiological Question Answering and Reasoning
arXiv:2601.03471v4 Announce Type: replace-cross Abstract: Reliable epidemiological reasoning requires…
arXiv Artificial IntelligenceDIP: Dynamic In-Context Planner For Diffusion Language Models
arXiv:2601.03199v2 Announce Type: replace-cross Abstract: Diffusion language models (DLMs) have shown strong…
arXiv Artificial IntelligenceEntropy-Aware Token Rejection for Improving Speculative Decoding
arXiv:2512.23765v2 Announce Type: replace-cross Abstract: Speculative decoding (SD) accelerates large…
arXiv Artificial IntelligenceScoring, Reasoning, and Selecting the Best! Ensembling Large Language Models via a Peer-Review Process
arXiv:2512.23213v4 Announce Type: replace-cross Abstract: We propose LLM-PeerReview, an unsupervised LLM…
arXiv Artificial IntelligenceKV Admission: Learning What to Write for Efficient Long-Context LLM Inference
arXiv:2512.17452v4 Announce Type: replace-cross Abstract: Long-context LLM inference is bottlenecked by the…
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